Meaning
Returns a list of (index, value) pairs for elements in `data` that are even and whose index is greater than 3. It combines enumeration, filtering, and tuple construction in a single readable expression.
Primary Function
Data filtering
Communicative Purpose
Select even-valued items occurring after the first three indices and pair them with their indices.
Pattern
[(index, value) for index, value in enumerate(iterable) if value % 2 == 0 and index > 3]
Core Structure
[(..., ...) for ... in enumerate(... ) if ... % 2 == 0 and ... > 3]
Função primária
Data filtering
Propósito comunicativo
Select even-valued items occurring after the first three indices and pair them with their indices.
Situações de gatilho
Data analysis: extracting even numbers after the first four entries; Log processing: selecting even-valued entries beyond the initial header lines
Contextos
General Python code, data analysis scripts, any iterable processing.
Padrão
[(index, value) for index, value in enumerate(iterable) if value % 2 == 0 and index > 3]
Estrutura central
[(..., ...) for ... in enumerate(... ) if ... % 2 == 0 and ... > 3]
Slots de substituição
iterable: iterable of numeric values, index: int ≥ 0, value: numeric
Colocados típicos
- often used with list
- range
- numpy arrays
- followed by further processing like sum
- map
Substituições comuns
- filter with lambda: list(filter(lambda iv: iv[1] % 2 == 0 and iv[0] > 3
- enumerate(data)))
- or using an explicit for loop
Erros comuns
forgetting that enumerate starts at 0, so i>3 skips the first four elements; applying val%2==0 to non-integers causing TypeError
Similar / contraste
[(val) for i,val in enumerate(data) if val%2==0 and i>3] (values only) ; [i for i,val in enumerate(data) if val%2==0 and i>3] (indices only)
Interferências
Coming from languages like C or Java where manual loop with index is typical; may overlook Python's enumerate convenience.
Família do chunk
- list comprehension with enumerate
- filter
- map
Nuance
If data is not a sequence but an iterator, enumerate will consume it; the list comprehension materializes results; for large data consider a generator expression.
Efeito pragmático
Clarifies intent to pair index with filtered values, avoiding manual index management.
Dica de memória
Think 'enumerate and filter even after index three'.
Nota
Remember that enumerate starts at 0, so i > 3 skips the first four elements. If data is an iterator, enumerate will consume it and the list comprehension materializes results; for large or infinite iterables consider a generator expression to avoid building the whole list in memory.
Upgrade path
Use a generator expression for lazy evaluation: ((i, val) for i, val in enumerate(data) if val % 2 == 0 and i > 3)
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